Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 3833 |
| Missing cells | 59 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 500 |
| Duplicate rows (%) | 13.0% |
| Total size in memory | 602.8 KiB |
| Average record size in memory | 161.0 B |
Variable types
| NUM | 16 |
|---|---|
| BOOL | 3 |
| CAT | 2 |
Reproduction
| Analysis started | 2020-07-27 12:36:13.260460 |
|---|---|
| Analysis finished | 2020-07-27 12:37:01.011011 |
| Duration | 47.75 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Dataset has 500 (13.0%) duplicate rows | Duplicates |
State has a high cardinality: 51 distinct values | High cardinality |
TotalMorCharge is highly correlated with TotalMorMin | High correlation |
TotalMorMin is highly correlated with TotalMorCharge | High correlation |
TotalEveCharge is highly correlated with TotalEveMin | High correlation |
TotalEveMin is highly correlated with TotalEveCharge | High correlation |
TotalNightCharge is highly correlated with TotalNightMin | High correlation |
TotalNightMin is highly correlated with TotalNightCharge | High correlation |
TotalIntCharge is highly correlated with TotalIntMinutes | High correlation |
TotalIntMinutes is highly correlated with TotalIntCharge | High correlation |
NumEmailMessages has 2753 (71.8%) zeros | Zeros |
CustomerServiceCalls has 801 (20.9%) zeros | Zeros |
| Distinct count | 51 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.9 KiB |
| WV | 123 |
|---|---|
| MN | 96 |
| AL | 94 |
| NY | 93 |
| WY | 92 |
| Other values (46) |
| Value | Count | Frequency (%) | |
| WV | 123 | 3.2% | |
| MN | 96 | 2.5% | |
| AL | 94 | 2.5% | |
| NY | 93 | 2.4% | |
| WY | 92 | 2.4% | |
| WI | 92 | 2.4% | |
| OR | 90 | 2.3% | |
| VT | 88 | 2.3% | |
| OH | 87 | 2.3% | |
| VA | 86 | 2.2% | |
| Other values (41) | 2892 | 75.5% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
AccountLength
Real number (ℝ≥0)
| Distinct count | 212 |
|---|---|
| Unique (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.69762588051135 |
|---|---|
| Minimum | 1 |
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 167 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.87235815 |
|---|---|
| Coefficient of variation (CV) | 0.3959612534 |
| Kurtosis | -0.1284573965 |
| Mean | 100.6976259 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.1106040285 |
| Sum | 385974 |
| Variance | 1589.804945 |
| Value | Count | Frequency (%) | |
| 87 | 52 | 1.4% | |
| 105 | 47 | 1.2% | |
| 90 | 46 | 1.2% | |
| 93 | 45 | 1.2% | |
| 101 | 45 | 1.2% | |
| 95 | 42 | 1.1% | |
| 86 | 42 | 1.1% | |
| 112 | 41 | 1.1% | |
| 99 | 41 | 1.1% | |
| 92 | 41 | 1.1% | |
| Other values (202) | 3391 | 88.5% |
| Value | Count | Frequency (%) | |
| 1 | 9 | 0.2% | |
| 2 | 1 | < 0.1% | |
| 3 | 6 | 0.2% | |
| 4 | 1 | < 0.1% | |
| 5 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 243 | 2 | 0.1% | |
| 232 | 1 | < 0.1% | |
| 225 | 2 | 0.1% | |
| 224 | 2 | 0.1% | |
| 221 | 1 | < 0.1% |
AreaCode
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.9 KiB |
| 415 | |
|---|---|
| 510 | |
| 408 |
| Value | Count | Frequency (%) | |
| 415 | 1903 | 49.6% | |
| 510 | 976 | 25.5% | |
| 408 | 954 | 24.9% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
PhoneNumber
Real number (ℝ≥0)
| Distinct count | 3333 |
|---|---|
| Unique (%) | 87.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3746407.146099661 |
|---|---|
| Minimum | 3271058 |
| Maximum | 4229964 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 3271058 |
|---|---|
| 5-th percentile | 3323632 |
| Q1 | 3506473 |
| median | 3749107 |
| Q3 | 3988385 |
| 95-th percentile | 4174597.6 |
| Maximum | 4229964 |
| Range | 958906 |
| Interquartile range (IQR) | 481912 |
Descriptive statistics
| Standard deviation | 275881.3736 |
|---|---|
| Coefficient of variation (CV) | 0.07363891934 |
| Kurtosis | -1.232389722 |
| Mean | 3746407.146 |
| Median Absolute Deviation (MAD) | 240763 |
| Skewness | 0.008673364768 |
| Sum | 1.435997859e+10 |
| Variance | 7.611053232e+10 |
| Value | Count | Frequency (%) | |
| 3665918 | 2 | 0.1% | |
| 3275525 | 2 | 0.1% | |
| 3841833 | 2 | 0.1% | |
| 4029691 | 2 | 0.1% | |
| 3929342 | 2 | 0.1% | |
| 3502832 | 2 | 0.1% | |
| 3765908 | 2 | 0.1% | |
| 3572679 | 2 | 0.1% | |
| 3343289 | 2 | 0.1% | |
| 3908876 | 2 | 0.1% | |
| Other values (3323) | 3813 | 99.5% |
| Value | Count | Frequency (%) | |
| 3271058 | 1 | < 0.1% | |
| 3271319 | 2 | 0.1% | |
| 3273053 | 2 | 0.1% | |
| 3273587 | 2 | 0.1% | |
| 3273850 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4229964 | 1 | < 0.1% | |
| 4228344 | 1 | < 0.1% | |
| 4228333 | 1 | < 0.1% | |
| 4228268 | 1 | < 0.1% | |
| 4227728 | 1 | < 0.1% |
InternationalPlan?
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.9 KiB |
| No | |
|---|---|
| Yes | 374 |
| Value | Count | Frequency (%) | |
| No | 3459 | 90.2% | |
| Yes | 374 | 9.8% |
VoiceMailPlan?
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.9 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 2753 | 71.8% | |
| Yes | 1080 | 28.2% |
| Distinct count | 46 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.227758935559613 |
|---|---|
| Minimum | 0 |
| Maximum | 51 |
| Zeros | 2753 |
| Zeros (%) | 71.8% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 20 |
| 95-th percentile | 36 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.72443692 |
|---|---|
| Coefficient of variation (CV) | 1.668065025 |
| Kurtosis | -0.1262028895 |
| Mean | 8.227758936 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.234682156 |
| Sum | 31537 |
| Variance | 188.3601687 |
| Value | Count | Frequency (%) | |
| 0 | 2753 | 71.8% | |
| 31 | 75 | 2.0% | |
| 29 | 62 | 1.6% | |
| 28 | 60 | 1.6% | |
| 33 | 54 | 1.4% | |
| 24 | 52 | 1.4% | |
| 26 | 52 | 1.4% | |
| 27 | 52 | 1.4% | |
| 30 | 50 | 1.3% | |
| 32 | 48 | 1.3% | |
| Other values (36) | 575 | 15.0% |
| Value | Count | Frequency (%) | |
| 0 | 2753 | 71.8% | |
| 4 | 1 | < 0.1% | |
| 8 | 2 | 0.1% | |
| 9 | 2 | 0.1% | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 51 | 2 | 0.1% | |
| 50 | 2 | 0.1% | |
| 49 | 1 | < 0.1% | |
| 48 | 2 | 0.1% | |
| 47 | 3 | 0.1% |
| Distinct count | 1661 |
|---|---|
| Unique (%) | 43.7% |
| Missing | 30 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.07851696029454 |
|---|---|
| Minimum | 0.0 |
| Maximum | 350.8 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 89.82 |
| Q1 | 144 |
| median | 179.9 |
| Q3 | 216.65 |
| 95-th percentile | 271.1 |
| Maximum | 350.8 |
| Range | 350.8 |
| Interquartile range (IQR) | 72.65 |
Descriptive statistics
| Standard deviation | 54.66461122 |
|---|---|
| Coefficient of variation (CV) | 0.3035598701 |
| Kurtosis | -0.01402366085 |
| Mean | 180.078517 |
| Median Absolute Deviation (MAD) | 36.3 |
| Skewness | -0.02261846973 |
| Sum | 684838.6 |
| Variance | 2988.21972 |
| Value | Count | Frequency (%) | |
| 154 | 11 | 0.3% | |
| 159.5 | 10 | 0.3% | |
| 153.5 | 9 | 0.2% | |
| 146.3 | 8 | 0.2% | |
| 215.6 | 8 | 0.2% | |
| 209.9 | 8 | 0.2% | |
| 175.4 | 8 | 0.2% | |
| 174.5 | 8 | 0.2% | |
| 142.3 | 8 | 0.2% | |
| 183.4 | 8 | 0.2% | |
| Other values (1651) | 3717 | 97.0% | |
| (Missing) | 30 | 0.8% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.1% | |
| 2.6 | 1 | < 0.1% | |
| 7.8 | 1 | < 0.1% | |
| 7.9 | 1 | < 0.1% | |
| 12.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 350.8 | 1 | < 0.1% | |
| 346.8 | 2 | 0.1% | |
| 345.3 | 1 | < 0.1% | |
| 337.4 | 1 | < 0.1% | |
| 335.5 | 2 | 0.1% |
TotalMorCalls
Real number (ℝ≥0)
| Distinct count | 119 |
|---|---|
| Unique (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.36029219932168 |
|---|---|
| Minimum | 0 |
| Maximum | 165 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.05586819 |
|---|---|
| Coefficient of variation (CV) | 0.1998386787 |
| Kurtosis | 0.2069223211 |
| Mean | 100.3602922 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.0932414474 |
| Sum | 384681 |
| Variance | 402.2378488 |
| Value | Count | Frequency (%) | |
| 102 | 88 | 2.3% | |
| 105 | 85 | 2.2% | |
| 107 | 84 | 2.2% | |
| 88 | 84 | 2.2% | |
| 97 | 83 | 2.2% | |
| 110 | 81 | 2.1% | |
| 104 | 80 | 2.1% | |
| 95 | 79 | 2.1% | |
| 108 | 78 | 2.0% | |
| 112 | 76 | 2.0% | |
| Other values (109) | 3015 | 78.7% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.1% | |
| 30 | 1 | < 0.1% | |
| 35 | 1 | < 0.1% | |
| 36 | 2 | 0.1% | |
| 40 | 3 | 0.1% |
| Value | Count | Frequency (%) | |
| 165 | 1 | < 0.1% | |
| 163 | 1 | < 0.1% | |
| 160 | 1 | < 0.1% | |
| 158 | 3 | 0.1% | |
| 157 | 1 | < 0.1% |
| Distinct count | 1667 |
|---|---|
| Unique (%) | 43.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.61445603965562 |
|---|---|
| Minimum | 0.0 |
| Maximum | 59.64 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.262 |
| Q1 | 24.48 |
| median | 30.6 |
| Q3 | 36.82 |
| 95-th percentile | 46.094 |
| Maximum | 59.64 |
| Range | 59.64 |
| Interquartile range (IQR) | 12.34 |
Descriptive statistics
| Standard deviation | 9.292340501 |
|---|---|
| Coefficient of variation (CV) | 0.3035278657 |
| Kurtosis | -0.01138899956 |
| Mean | 30.61445604 |
| Median Absolute Deviation (MAD) | 6.15 |
| Skewness | -0.02466342212 |
| Sum | 117345.21 |
| Variance | 86.34759199 |
| Value | Count | Frequency (%) | |
| 26.18 | 11 | 0.3% | |
| 27.12 | 10 | 0.3% | |
| 26.1 | 9 | 0.2% | |
| 24.87 | 8 | 0.2% | |
| 24.19 | 8 | 0.2% | |
| 29.82 | 8 | 0.2% | |
| 31.18 | 8 | 0.2% | |
| 36.65 | 8 | 0.2% | |
| 35.68 | 8 | 0.2% | |
| 27.59 | 8 | 0.2% | |
| Other values (1657) | 3747 | 97.8% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.1% | |
| 0.44 | 1 | < 0.1% | |
| 1.33 | 1 | < 0.1% | |
| 1.34 | 1 | < 0.1% | |
| 2.13 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 59.64 | 1 | < 0.1% | |
| 58.96 | 2 | 0.1% | |
| 58.7 | 1 | < 0.1% | |
| 57.36 | 1 | < 0.1% | |
| 57.04 | 2 | 0.1% |
| Distinct count | 1609 |
|---|---|
| Unique (%) | 42.1% |
| Missing | 11 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.68592360020935 |
|---|---|
| Minimum | 0.0 |
| Maximum | 363.7 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.01 |
| Q1 | 165.8 |
| median | 201 |
| Q3 | 235.3 |
| 95-th percentile | 285.195 |
| Maximum | 363.7 |
| Range | 363.7 |
| Interquartile range (IQR) | 69.5 |
Descriptive statistics
| Standard deviation | 51.18062928 |
|---|---|
| Coefficient of variation (CV) | 0.2550284961 |
| Kurtosis | 0.03312453356 |
| Mean | 200.6859236 |
| Median Absolute Deviation (MAD) | 34.9 |
| Skewness | -0.03288100885 |
| Sum | 767021.6 |
| Variance | 2619.456813 |
| Value | Count | Frequency (%) | |
| 169.9 | 11 | 0.3% | |
| 202.6 | 9 | 0.2% | |
| 167.9 | 8 | 0.2% | |
| 223 | 8 | 0.2% | |
| 219.1 | 8 | 0.2% | |
| 211.7 | 8 | 0.2% | |
| 195.5 | 8 | 0.2% | |
| 161.7 | 8 | 0.2% | |
| 220.6 | 8 | 0.2% | |
| 224.7 | 8 | 0.2% | |
| Other values (1599) | 3738 | 97.5% | |
| (Missing) | 11 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 31.2 | 1 | < 0.1% | |
| 42.2 | 2 | 0.1% | |
| 42.5 | 2 | 0.1% | |
| 43.9 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 363.7 | 1 | < 0.1% | |
| 361.8 | 1 | < 0.1% | |
| 354.2 | 1 | < 0.1% | |
| 351.6 | 1 | < 0.1% | |
| 350.9 | 1 | < 0.1% |
TotalEveCalls
Real number (ℝ≥0)
| Distinct count | 123 |
|---|---|
| Unique (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.12444560396557 |
|---|---|
| Minimum | 0 |
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.93059224 |
|---|---|
| Coefficient of variation (CV) | 0.1990582032 |
| Kurtosis | 0.2446432281 |
| Mean | 100.1244456 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.09629527441 |
| Sum | 383777 |
| Variance | 397.2285072 |
| Value | Count | Frequency (%) | |
| 105 | 94 | 2.5% | |
| 94 | 90 | 2.3% | |
| 108 | 83 | 2.2% | |
| 102 | 83 | 2.2% | |
| 101 | 81 | 2.1% | |
| 97 | 79 | 2.1% | |
| 88 | 77 | 2.0% | |
| 103 | 77 | 2.0% | |
| 109 | 77 | 2.0% | |
| 111 | 75 | 2.0% | |
| Other values (113) | 3017 | 78.7% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 12 | 2 | 0.1% | |
| 36 | 1 | < 0.1% | |
| 37 | 2 | 0.1% | |
| 42 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 170 | 1 | < 0.1% | |
| 168 | 1 | < 0.1% | |
| 164 | 1 | < 0.1% | |
| 159 | 1 | < 0.1% | |
| 157 | 1 | < 0.1% |
| Distinct count | 1440 |
|---|---|
| Unique (%) | 37.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.05778241586225 |
|---|---|
| Minimum | 0.0 |
| Maximum | 30.91 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.042 |
| Q1 | 14.09 |
| median | 17.09 |
| Q3 | 20 |
| 95-th percentile | 24.234 |
| Maximum | 30.91 |
| Range | 30.91 |
| Interquartile range (IQR) | 5.91 |
Descriptive statistics
| Standard deviation | 4.346912906 |
|---|---|
| Coefficient of variation (CV) | 0.2548345852 |
| Kurtosis | 0.03489822183 |
| Mean | 17.05778242 |
| Median Absolute Deviation (MAD) | 2.96 |
| Skewness | -0.03232485752 |
| Sum | 65382.48 |
| Variance | 18.89565181 |
| Value | Count | Frequency (%) | |
| 18.62 | 12 | 0.3% | |
| 16.12 | 12 | 0.3% | |
| 18.96 | 11 | 0.3% | |
| 14.44 | 11 | 0.3% | |
| 14.25 | 11 | 0.3% | |
| 15.9 | 11 | 0.3% | |
| 17.99 | 11 | 0.3% | |
| 17.09 | 9 | 0.2% | |
| 16.18 | 9 | 0.2% | |
| 16.97 | 9 | 0.2% | |
| Other values (1430) | 3727 | 97.2% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 2.65 | 1 | < 0.1% | |
| 3.59 | 2 | 0.1% | |
| 3.61 | 2 | 0.1% | |
| 3.73 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 30.91 | 1 | < 0.1% | |
| 30.75 | 1 | < 0.1% | |
| 30.11 | 1 | < 0.1% | |
| 29.89 | 1 | < 0.1% | |
| 29.83 | 1 | < 0.1% |
| Distinct count | 1589 |
|---|---|
| Unique (%) | 41.7% |
| Missing | 18 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.64432503276538 |
|---|---|
| Minimum | 23.2 |
| Maximum | 395.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 23.2 |
|---|---|
| 5-th percentile | 117.97 |
| Q1 | 166.9 |
| median | 200.9 |
| Q3 | 235.25 |
| 95-th percentile | 283.26 |
| Maximum | 395 |
| Range | 371.8 |
| Interquartile range (IQR) | 68.35 |
Descriptive statistics
| Standard deviation | 50.79240478 |
|---|---|
| Coefficient of variation (CV) | 0.2531464808 |
| Kurtosis | 0.07705348271 |
| Mean | 200.644325 |
| Median Absolute Deviation (MAD) | 34.1 |
| Skewness | 0.00538238217 |
| Sum | 765458.1 |
| Variance | 2579.868383 |
| Value | Count | Frequency (%) | |
| 190.5 | 10 | 0.3% | |
| 197.4 | 10 | 0.3% | |
| 231.5 | 9 | 0.2% | |
| 214.6 | 9 | 0.2% | |
| 188.2 | 8 | 0.2% | |
| 221.6 | 8 | 0.2% | |
| 210 | 8 | 0.2% | |
| 205.1 | 8 | 0.2% | |
| 191.4 | 8 | 0.2% | |
| 198.5 | 8 | 0.2% | |
| Other values (1579) | 3729 | 97.3% | |
| (Missing) | 18 | 0.5% |
| Value | Count | Frequency (%) | |
| 23.2 | 1 | < 0.1% | |
| 43.7 | 1 | < 0.1% | |
| 45 | 2 | 0.1% | |
| 47.4 | 1 | < 0.1% | |
| 50.1 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 395 | 1 | < 0.1% | |
| 381.9 | 1 | < 0.1% | |
| 377.5 | 1 | < 0.1% | |
| 367.7 | 1 | < 0.1% | |
| 364.9 | 1 | < 0.1% |
TotalNightCalls
Real number (ℝ≥0)
| Distinct count | 120 |
|---|---|
| Unique (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.21627967649361 |
|---|---|
| Minimum | 33 |
| Maximum | 175 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 68 |
| Q1 | 87 |
| median | 100 |
| Q3 | 114 |
| 95-th percentile | 132 |
| Maximum | 175 |
| Range | 142 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.54282878 |
|---|---|
| Coefficient of variation (CV) | 0.1950065283 |
| Kurtosis | -0.1090674252 |
| Mean | 100.2162797 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.03654890648 |
| Sum | 384129 |
| Variance | 381.9221566 |
| Value | Count | Frequency (%) | |
| 105 | 98 | 2.6% | |
| 104 | 91 | 2.4% | |
| 91 | 89 | 2.3% | |
| 102 | 82 | 2.1% | |
| 106 | 78 | 2.0% | |
| 103 | 77 | 2.0% | |
| 100 | 77 | 2.0% | |
| 94 | 76 | 2.0% | |
| 92 | 76 | 2.0% | |
| 98 | 74 | 1.9% | |
| Other values (110) | 3015 | 78.7% |
| Value | Count | Frequency (%) | |
| 33 | 1 | < 0.1% | |
| 36 | 1 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 42 | 2 | 0.1% | |
| 44 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 175 | 1 | < 0.1% | |
| 166 | 1 | < 0.1% | |
| 164 | 1 | < 0.1% | |
| 158 | 2 | 0.1% | |
| 157 | 2 | 0.1% |
| Distinct count | 933 |
|---|---|
| Unique (%) | 24.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.029924341247064 |
|---|---|
| Minimum | 1.04 |
| Maximum | 17.77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 1.04 |
|---|---|
| 5-th percentile | 5.31 |
| Q1 | 7.52 |
| median | 9.05 |
| Q3 | 10.58 |
| 95-th percentile | 12.734 |
| Maximum | 17.77 |
| Range | 16.73 |
| Interquartile range (IQR) | 3.06 |
Descriptive statistics
| Standard deviation | 2.282705428 |
|---|---|
| Coefficient of variation (CV) | 0.2527934168 |
| Kurtosis | 0.0810045426 |
| Mean | 9.029924341 |
| Median Absolute Deviation (MAD) | 1.53 |
| Skewness | 0.004077067018 |
| Sum | 34611.7 |
| Variance | 5.21074407 |
| Value | Count | Frequency (%) | |
| 8.88 | 17 | 0.4% | |
| 9.66 | 16 | 0.4% | |
| 8.57 | 16 | 0.4% | |
| 9.48 | 15 | 0.4% | |
| 8.47 | 15 | 0.4% | |
| 9.23 | 15 | 0.4% | |
| 9.45 | 15 | 0.4% | |
| 7.15 | 14 | 0.4% | |
| 7.69 | 14 | 0.4% | |
| 6.48 | 13 | 0.3% | |
| Other values (923) | 3683 | 96.1% |
| Value | Count | Frequency (%) | |
| 1.04 | 1 | < 0.1% | |
| 1.97 | 1 | < 0.1% | |
| 2.03 | 2 | 0.1% | |
| 2.13 | 1 | < 0.1% | |
| 2.25 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 17.77 | 1 | < 0.1% | |
| 17.19 | 1 | < 0.1% | |
| 16.99 | 1 | < 0.1% | |
| 16.55 | 1 | < 0.1% | |
| 16.42 | 1 | < 0.1% |
| Distinct count | 162 |
|---|---|
| Unique (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.24124706496217 |
|---|---|
| Minimum | 0.0 |
| Maximum | 20.0 |
| Zeros | 21 |
| Zeros (%) | 0.5% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 8.5 |
| median | 10.3 |
| Q3 | 12.1 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.6 |
Descriptive statistics
| Standard deviation | 2.800543716 |
|---|---|
| Coefficient of variation (CV) | 0.2734572946 |
| Kurtosis | 0.5978019651 |
| Mean | 10.24124706 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.2372642836 |
| Sum | 39254.7 |
| Variance | 7.843045104 |
| Value | Count | Frequency (%) | |
| 11.3 | 68 | 1.8% | |
| 10 | 65 | 1.7% | |
| 11 | 64 | 1.7% | |
| 9.8 | 63 | 1.6% | |
| 11.4 | 63 | 1.6% | |
| 10.2 | 61 | 1.6% | |
| 10.9 | 61 | 1.6% | |
| 9.2 | 60 | 1.6% | |
| 10.1 | 60 | 1.6% | |
| 10.6 | 60 | 1.6% | |
| Other values (152) | 3208 | 83.7% |
| Value | Count | Frequency (%) | |
| 0 | 21 | 0.5% | |
| 1.1 | 1 | < 0.1% | |
| 1.3 | 2 | 0.1% | |
| 2 | 2 | 0.1% | |
| 2.1 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 20 | 1 | < 0.1% | |
| 18.9 | 1 | < 0.1% | |
| 18.4 | 1 | < 0.1% | |
| 18.3 | 1 | < 0.1% | |
| 18.2 | 3 | 0.1% |
TotalIntCalls
Real number (ℝ≥0)
| Distinct count | 21 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.495173493347248 |
|---|---|
| Minimum | 0 |
| Maximum | 20 |
| Zeros | 21 |
| Zeros (%) | 0.5% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.476094511 |
|---|---|
| Coefficient of variation (CV) | 0.5508340255 |
| Kurtosis | 3.153150931 |
| Mean | 4.495173493 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.348623378 |
| Sum | 17230 |
| Variance | 6.131044027 |
| Value | Count | Frequency (%) | |
| 3 | 770 | 20.1% | |
| 4 | 718 | 18.7% | |
| 2 | 554 | 14.5% | |
| 5 | 546 | 14.2% | |
| 6 | 388 | 10.1% | |
| 7 | 243 | 6.3% | |
| 1 | 180 | 4.7% | |
| 8 | 140 | 3.7% | |
| 9 | 124 | 3.2% | |
| 10 | 53 | 1.4% | |
| Other values (11) | 117 | 3.1% |
| Value | Count | Frequency (%) | |
| 0 | 21 | 0.5% | |
| 1 | 180 | 4.7% | |
| 2 | 554 | 14.5% | |
| 3 | 770 | 20.1% | |
| 4 | 718 | 18.7% |
| Value | Count | Frequency (%) | |
| 20 | 1 | < 0.1% | |
| 19 | 1 | < 0.1% | |
| 18 | 4 | 0.1% | |
| 17 | 1 | < 0.1% | |
| 16 | 2 | 0.1% |
| Distinct count | 162 |
|---|---|
| Unique (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7656561440125227 |
|---|---|
| Minimum | 0.0 |
| Maximum | 5.4 |
| Zeros | 21 |
| Zeros (%) | 0.5% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.54 |
| Q1 | 2.3 |
| median | 2.78 |
| Q3 | 3.27 |
| 95-th percentile | 3.97 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.97 |
Descriptive statistics
| Standard deviation | 0.7561383417 |
|---|---|
| Coefficient of variation (CV) | 0.2734028752 |
| Kurtosis | 0.5982886059 |
| Mean | 2.765656144 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | -0.237328036 |
| Sum | 10600.76 |
| Variance | 0.5717451918 |
| Value | Count | Frequency (%) | |
| 3.05 | 68 | 1.8% | |
| 2.7 | 65 | 1.7% | |
| 2.97 | 64 | 1.7% | |
| 2.65 | 63 | 1.6% | |
| 3.08 | 63 | 1.6% | |
| 2.94 | 61 | 1.6% | |
| 2.75 | 61 | 1.6% | |
| 2.86 | 60 | 1.6% | |
| 2.73 | 60 | 1.6% | |
| 2.48 | 60 | 1.6% | |
| Other values (152) | 3208 | 83.7% |
| Value | Count | Frequency (%) | |
| 0 | 21 | 0.5% | |
| 0.3 | 1 | < 0.1% | |
| 0.35 | 2 | 0.1% | |
| 0.54 | 2 | 0.1% | |
| 0.57 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 5.4 | 1 | < 0.1% | |
| 5.1 | 1 | < 0.1% | |
| 4.97 | 1 | < 0.1% | |
| 4.94 | 1 | < 0.1% | |
| 4.91 | 3 | 0.1% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.55987477171928 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 801 |
| Zeros (%) | 20.9% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3197659 |
|---|---|
| Coefficient of variation (CV) | 0.8460716999 |
| Kurtosis | 1.915390665 |
| Mean | 1.559874772 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.132034302 |
| Sum | 5979 |
| Variance | 1.74178203 |
| Value | Count | Frequency (%) | |
| 1 | 1369 | 35.7% | |
| 2 | 870 | 22.7% | |
| 0 | 801 | 20.9% | |
| 3 | 489 | 12.8% | |
| 4 | 184 | 4.8% | |
| 5 | 77 | 2.0% | |
| 6 | 27 | 0.7% | |
| 7 | 11 | 0.3% | |
| 9 | 3 | 0.1% | |
| 8 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 801 | 20.9% | |
| 1 | 1369 | 35.7% | |
| 2 | 870 | 22.7% | |
| 3 | 489 | 12.8% | |
| 4 | 184 | 4.8% |
| Value | Count | Frequency (%) | |
| 9 | 3 | 0.1% | |
| 8 | 2 | 0.1% | |
| 7 | 11 | 0.3% | |
| 6 | 27 | 0.7% | |
| 5 | 77 | 2.0% |
Churn?
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| False | |
|---|---|
| True | 544 |
| Value | Count | Frequency (%) | |
| False | 3289 | 85.8% | |
| True | 544 | 14.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| State | AccountLength | AreaCode | PhoneNumber | InternationalPlan? | VoiceMailPlan? | NumEmailMessages | TotalMorMin | TotalMorCalls | TotalMorCharge | TotalEveMin | TotalEveCalls | TotalEveCharge | TotalNightMin | TotalNightCalls | TotalNightCharge | TotalIntMinutes | TotalIntCalls | TotalIntCharge | CustomerServiceCalls | Churn? | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KS | 128 | 415 | 3824657 | No | Yes | 25 | 265.1 | 110 | 45.07 | 197.4 | 99 | 16.78 | 244.7 | 91 | 11.01 | 10.0 | 3 | 2.70 | 1 | False |
| 1 | OH | 107 | 415 | 3717191 | No | Yes | 26 | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 13.7 | 3 | 3.70 | 1 | False |
| 2 | NJ | 137 | 415 | 3581921 | No | No | 0 | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.30 | 162.6 | 104 | 7.32 | 12.2 | 5 | 3.29 | 0 | False |
| 3 | OH | 84 | 408 | 3759999 | Yes | No | 0 | 299.4 | 71 | 50.90 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 6.6 | 7 | 1.78 | 2 | False |
| 4 | OK | 75 | 415 | 3306626 | Yes | No | 0 | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 10.1 | 3 | 2.73 | 3 | False |
| 5 | AL | 118 | 510 | 3918027 | Yes | No | 0 | 223.4 | 98 | 37.98 | 220.6 | 101 | 18.75 | 203.9 | 118 | 9.18 | 6.3 | 6 | 1.70 | 0 | False |
| 6 | MA | 121 | 510 | 3559993 | No | Yes | 24 | 218.2 | 88 | 37.09 | 348.5 | 108 | 29.62 | 212.6 | 118 | 9.57 | 7.5 | 7 | 2.03 | 3 | False |
| 7 | MO | 147 | 415 | 3299001 | Yes | No | 0 | 157.0 | 79 | 26.69 | 103.1 | 94 | 8.76 | 211.8 | 96 | 9.53 | 7.1 | 6 | 1.92 | 0 | False |
| 8 | LA | 117 | 408 | 3354719 | No | No | 0 | 184.5 | 97 | 31.37 | 351.6 | 80 | 29.89 | 215.8 | 90 | 9.71 | 8.7 | 4 | 2.35 | 1 | False |
| 9 | WV | 141 | 415 | 3308173 | Yes | Yes | 37 | 258.6 | 84 | 43.96 | 222.0 | 111 | 18.87 | 326.4 | 97 | 14.69 | 11.2 | 5 | 3.02 | 0 | False |
Last rows
| State | AccountLength | AreaCode | PhoneNumber | InternationalPlan? | VoiceMailPlan? | NumEmailMessages | TotalMorMin | TotalMorCalls | TotalMorCharge | TotalEveMin | TotalEveCalls | TotalEveCharge | TotalNightMin | TotalNightCalls | TotalNightCharge | TotalIntMinutes | TotalIntCalls | TotalIntCharge | CustomerServiceCalls | Churn? | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3823 | SC | 38 | 415 | 3755439 | No | Yes | 31 | 197.2 | 118 | 33.52 | 249.9 | 70 | 21.24 | 298.9 | 104 | 13.45 | 3.9 | 2 | 1.05 | 0 | False |
| 3824 | MI | 50 | 415 | 3613779 | No | Yes | 35 | 192.6 | 97 | 32.74 | 135.2 | 101 | 11.49 | 216.2 | 101 | 9.73 | 7.9 | 2 | 2.13 | 2 | False |
| 3825 | MI | 45 | 510 | 3758934 | No | Yes | 26 | 91.7 | 104 | 15.59 | 150.6 | 119 | 12.80 | 63.3 | 103 | 2.85 | 7.7 | 5 | 2.08 | 1 | False |
| 3826 | TN | 70 | 510 | 3954757 | No | No | 0 | 126.3 | 99 | 21.47 | 141.6 | 106 | 12.04 | 255.9 | 96 | 11.52 | 9.6 | 2 | 2.59 | 0 | False |
| 3827 | NY | 147 | 510 | 4217205 | No | Yes | 33 | 251.5 | 107 | 42.76 | 234.1 | 110 | 19.90 | 213.4 | 87 | 9.60 | 10.4 | 6 | 2.81 | 3 | False |
| 3828 | NV | 94 | 510 | 3798805 | No | No | 0 | 190.6 | 108 | 32.40 | 152.3 | 95 | 12.95 | 144.7 | 97 | 6.51 | 7.5 | 5 | 2.03 | 1 | False |
| 3829 | IL | 179 | 510 | 3482150 | No | No | 0 | 116.1 | 101 | 19.74 | 201.8 | 99 | 17.15 | 181.9 | 103 | 8.19 | 11.6 | 5 | 3.13 | 0 | False |
| 3830 | MS | 116 | 415 | 4179128 | No | No | 0 | 217.3 | 91 | 36.94 | 216.1 | 95 | 18.37 | 148.1 | 76 | 6.66 | 11.3 | 3 | 3.05 | 2 | False |
| 3831 | ND | 59 | 510 | 3514226 | No | No | 0 | 179.4 | 80 | 30.50 | 232.5 | 99 | 19.76 | 175.8 | 105 | 7.91 | 14.7 | 3 | 3.97 | 0 | False |
| 3832 | NC | 165 | 415 | 3306630 | No | No | 0 | 207.7 | 109 | 35.31 | 164.8 | 94 | 14.01 | 54.5 | 91 | 2.45 | 7.9 | 3 | 2.13 | 0 | False |
Most frequent
| State | AccountLength | AreaCode | PhoneNumber | InternationalPlan? | VoiceMailPlan? | NumEmailMessages | TotalMorMin | TotalMorCalls | TotalMorCharge | TotalEveMin | TotalEveCalls | TotalEveCharge | TotalNightMin | TotalNightCalls | TotalNightCharge | TotalIntMinutes | TotalIntCalls | TotalIntCharge | CustomerServiceCalls | Churn? | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | AK | 41 | 415 | 3787733 | No | No | 0 | 159.3 | 66 | 27.08 | 125.9 | 75 | 10.70 | 261.9 | 76 | 11.79 | 11.1 | 5 | 3.00 | 1 | False | 2 |
| 1 | AK | 78 | 510 | 4189385 | No | No | 0 | 190.3 | 88 | 32.35 | 194.5 | 89 | 16.53 | 256.5 | 109 | 11.54 | 11.7 | 5 | 3.16 | 2 | False | 2 |
| 2 | AK | 108 | 415 | 3305462 | No | No | 0 | 103.0 | 129 | 17.51 | 242.3 | 103 | 20.60 | 170.2 | 89 | 7.66 | 7.9 | 3 | 2.13 | 1 | False | 2 |
| 3 | AK | 110 | 408 | 3962335 | No | No | 0 | 100.1 | 90 | 17.02 | 233.3 | 93 | 19.83 | 204.4 | 57 | 9.20 | 11.1 | 8 | 3.00 | 3 | False | 2 |
| 4 | AK | 111 | 415 | 3647719 | No | No | 0 | 172.8 | 58 | 29.38 | 183.1 | 108 | 15.56 | 158.8 | 104 | 7.15 | 7.9 | 3 | 2.13 | 4 | True | 2 |
| 5 | AK | 127 | 408 | 3839255 | No | No | 0 | 182.3 | 124 | 30.99 | 169.9 | 110 | 14.44 | 184.0 | 116 | 8.28 | 9.3 | 3 | 2.51 | 1 | False | 2 |
| 6 | AK | 130 | 415 | 3925587 | No | No | 0 | 242.5 | 101 | 41.23 | 102.8 | 114 | 8.74 | 142.4 | 89 | 6.41 | 9.3 | 2 | 2.51 | 2 | False | 2 |
| 7 | AK | 132 | 415 | 3459153 | No | Yes | 39 | 175.7 | 93 | 29.87 | 187.2 | 94 | 15.91 | 225.5 | 118 | 10.15 | 8.6 | 3 | 2.32 | 2 | False | 2 |
| 8 | AK | 156 | 510 | 3414075 | No | No | 0 | 123.7 | 96 | 21.03 | 103.0 | 80 | 8.76 | 189.4 | 82 | 8.52 | 13.1 | 4 | 3.54 | 1 | False | 2 |
| 9 | AL | 47 | 408 | 4045387 | No | Yes | 28 | 141.3 | 94 | 24.02 | 168.0 | 108 | 14.28 | 113.5 | 84 | 5.11 | 7.8 | 2 | 2.11 | 1 | False | 2 |